{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-08-18T08:32:44.762043Z",
     "start_time": "2025-08-18T08:32:44.759102Z"
    }
   },
   "source": [
    "# 1. 导入库\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "from matplotlib import rcParams\n",
    "rcParams['font.sans-serif'] = ['SimHei'] #win"
   ],
   "outputs": [],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-18T08:33:00.974034Z",
     "start_time": "2025-08-18T08:33:00.689655Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 2. 导入数据\n",
    "df = pd.read_csv('data/house_sales.csv')"
   ],
   "id": "2241278fa277da10",
   "outputs": [],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-18T08:33:46.082173Z",
     "start_time": "2025-08-18T08:33:46.041602Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 3. 数据概览\n",
    "print('总记录数：', len(df))\n",
    "print('字段数量：', len(df.columns))\n",
    "df.head(5)\n",
    "df.info()"
   ],
   "id": "836e4b3a39b59878",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "总记录数： 106118\n",
      "字段数量： 12\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 106118 entries, 0 to 106117\n",
      "Data columns (total 12 columns):\n",
      " #   Column      Non-Null Count   Dtype \n",
      "---  ------      --------------   ----- \n",
      " 0   city        106118 non-null  object\n",
      " 1   address     104452 non-null  object\n",
      " 2   area        105324 non-null  object\n",
      " 3   floor       104024 non-null  object\n",
      " 4   name        105564 non-null  object\n",
      " 5   price       105564 non-null  object\n",
      " 6   province    106118 non-null  object\n",
      " 7   rooms       104036 non-null  object\n",
      " 8   toward      105240 non-null  object\n",
      " 9   unit        105564 non-null  object\n",
      " 10  year        57736 non-null   object\n",
      " 11  origin_url  105564 non-null  object\n",
      "dtypes: object(12)\n",
      "memory usage: 9.7+ MB\n"
     ]
    }
   ],
   "execution_count": 3
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-18T08:35:32.483957Z",
     "start_time": "2025-08-18T08:35:32.465115Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 4. 数据清洗\n",
    "# 删除无用的数据列\n",
    "df.drop(columns='origin_url',inplace=True)"
   ],
   "id": "36c497ef450e9b69",
   "outputs": [],
   "execution_count": 4
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-18T08:35:45.117426Z",
     "start_time": "2025-08-18T08:35:45.044855Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 检查是否有缺失值\n",
    "df.isna().sum()\n",
    "# 删除缺失值\n",
    "df.dropna(inplace=True)"
   ],
   "id": "4dd23fa4d94ba982",
   "outputs": [],
   "execution_count": 5
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-18T08:35:59.757362Z",
     "start_time": "2025-08-18T08:35:59.567938Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 检查是否有重复值\n",
    "df.duplicated().sum()\n",
    "# 删除重复数据\n",
    "df.drop_duplicates(inplace=True)\n",
    "# print(len(df))\n",
    "# 面积的数据类型转换\n",
    "df['area'] = df['area'].str.replace('㎡','').astype(float)\n",
    "# 售价的数据类型转换\n",
    "df['price'] = df['price'].str.replace('万','').astype(float)\n",
    "# 朝向的数据类型转换\n",
    "df['toward'] = df['toward'].astype('category')\n",
    "# 单价的数据类型转换\n",
    "df['unit'] = df['unit'].str.replace('元/㎡','').astype(float)\n",
    "# 建造年份的数据类型转换\n",
    "df['year'] = df['year'].str.replace('年建','').astype(int)"
   ],
   "id": "8384f398198aab84",
   "outputs": [],
   "execution_count": 6
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-18T08:36:10.598200Z",
     "start_time": "2025-08-18T08:36:10.587725Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 异常值的处理\n",
    "# 房屋面积的异常处理\n",
    "df = df[ (df['area']<600) & (df['area']>20)]"
   ],
   "id": "c1511bcebdcc4624",
   "outputs": [],
   "execution_count": 7
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-18T08:36:24.251676Z",
     "start_time": "2025-08-18T08:36:24.237906Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 房屋售价的异常处理  IQR\n",
    "Q1 = df['price'].quantile(0.25)\n",
    "Q3 = df['price'].quantile(0.75)\n",
    "IQR = Q3 - Q1\n",
    "low_price = Q1 - 1.5*IQR\n",
    "high_price = Q3 + 1.5*IQR\n",
    "df = df[ (df['price']<high_price) & (df['price']>low_price) ]"
   ],
   "id": "9896ddb05bcbec1",
   "outputs": [],
   "execution_count": 8
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-18T08:37:02.353181Z",
     "start_time": "2025-08-18T08:37:02.246758Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 5. 新数据特征构造\n",
    "# 地区district\n",
    "df['district'] = df['address'].str.split('-').str[0]\n",
    "# 楼层的类型floor_type\n",
    "df['floor_type'] = df['floor'].str.split('（').str[0].astype('category')\n",
    "def fun_floor_type(str1):\n",
    "    if pd.isna(str1):\n",
    "        return '未知'\n",
    "    elif '低' in str1:\n",
    "        return '低楼层'\n",
    "    elif '中' in str1:\n",
    "        return '中楼层'\n",
    "    elif '高' in str1:\n",
    "        return '高楼层'\n",
    "    else:\n",
    "        return '未知'\n",
    "df['floor_type2'] = df['floor'].apply(fun_floor_type).astype('category')\n",
    "# 是否是直辖市zxs\n",
    "df['zxs'] = df['city'].apply(lambda x: 1 if x in ['北京','上海','天津','重庆'] else 0)\n",
    "# 卧室的数量bedrooms\n",
    "df['bedrooms'] = df['rooms'].str.split('室').str[0].astype(int)\n",
    "# 客厅的数量livingrooms\n",
    "# df['rooms'].str.split('室').str[1].str.split('厅').str[0].astype(int)\n",
    "df['livingrooms'] = df['rooms'].str.extract(r'(\\d+)厅').astype('int')\n",
    "# 楼龄building_age\n",
    "df['building_age'] = 2025 - df['year']\n",
    "# 价格的分段price_labels\n",
    "df['price_labels'] = pd.cut(df['price'],bins=4,labels=['低价','中价','高价','豪华'])"
   ],
   "id": "5968bc8bffbc7c51",
   "outputs": [],
   "execution_count": 9
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "### 问题分析及可视化",
   "id": "de2654eff2a7d5df"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-18T08:37:46.438643Z",
     "start_time": "2025-08-18T08:37:46.285027Z"
    }
   },
   "cell_type": "code",
   "source": [
    "'''\n",
    "问题编号: A1\n",
    "问题: 哪些变量最影响房价？面积、楼层、房间数哪个影响更大？\n",
    "分析主题: 特征相关性\n",
    "分析目标: 了解房屋各特征对房价的线性影响\n",
    "分组字段: 无\n",
    "指标/方法: 皮尔逊相关系数\n",
    "'''\n",
    "# 选择数值型特征\n",
    "a = df[['price','area','unit','building_age']].corr()#相关系数\n",
    "# 对房价的影响最大的几个因素的排序\n",
    "a['price'].sort_values(ascending=False)[1:]\n",
    "# 相关性的热力图\n",
    "plt.figure(figsize = (5,5))\n",
    "sns.heatmap(a,cmap='coolwarm')\n",
    "plt.title('房屋特征相关性热力图')\n",
    "plt.tight_layout()\n",
    "# df.head()"
   ],
   "id": "ce34f3c92462c1c5",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 500x500 with 2 Axes>"
      ],
      "image/png": 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Qte54/mv7V9jRY3NTP3d8/7A/clmDnfR39EvTKlerXKttVqBVSVnBV/c1FaUOMvS310hwv72an1l93ir3672Re+pJBV8FbrVBg6B0Xq76nuPpAEAjx3VLlD/FJJBWPETetm3bvNtvv91buXKlt2DBAu+EE07w7rzzTm/Pnj05Hnf55Zd77dq186699lpv/vz52cv1uIULFwbWHr3Gyy+/nOfvrr76au+MM87I9/fz5s3zjj32WG/JkiX71YYff/zR27p1a/b9zZs3u1siNm3aVKjXysrK2mvZ8uXL3XYsXrzY3d+xY4eXmZmZ5/O1/3/77Tdv9+7d7r7+hh988EGOxyxbtsxbu3Zt9n39HP+669evd68Rv84pU6bk+5qyevVq7/vvv9/rfeLr3r27N3r0aC9RgwcP9m666aaEHw+UFDH9U9TBHsWLznWNL4cWJ8qSmA+35LyPlPn6p3ABUUWgBQAghUgNAACRsmXLFjfuIa/5AfKi+c91apzOB9e4isIi0AIAIhVke/Xq5UbyJ/p4Ta6i2dc097lG42tq1sIg0AIAIqNfv37ucp6J0uh8zZin+QF0qqFG6hdmJL0QaAEAJVpmZqY7Dzv+lvuCHz7NkOZfJjIROlVQJWN/VjpNzKOZ8ErUebT/KpPYRcaRvBMWFu7oC8k56M2cV8pBavzj8AeKuglpb+ilpUvUd/7KB3u7OcnjaWKU+PPnffEz0iVCQVtXvPJpUhj/CmIlJtACALA/NNOZrhgWL6hrHWvynfh1aRIcXRilMAi0AIDQxMr8/wuDBEWBMKjAmpuuShU/J7emcs3rUpEFoY8WAIB86JrcuoSnTxfpKOyEPgRaAEBoMkrHAr8FQX2x/tzi8XS+7ZdffumuHqbfa05w/5rOCW9zIC0EACABsTIZgd+CoMs26ipXuemiHIMGDXJXw9IFOXThEJ1XWxj00QIAImfJkiU57uuylvnR1baUxa5cudJd4UqXpCwMAi0AIDQZAZV6w6bTggp7apCP0jEAAClERgsAKNGn9xR3BFoAQGgySmjpeH9QOgYAIIXIaAEAoYlFsHRMRgsAQAqR0QIAQpMRwT5aAi0AIDSxUtELtJSOAQBIITJaAEBoMshoAQBAkMhoAQChiWVEL6Ml0AIAQhMrFb1CavS2GACAEJHRAgBCk8FgKAAAECQyWgBAaGIMhgIAIHUyKB0DAIAgkdECAEITI6MFAABBIqMFAIQmlhG9/I5ACwAITSyCo46jd2gBAECIyGgBAKHJYDAUAAAIEhktACA0sQj20RJoAQChiUVw1HH0thgAgBCR0QIAQhOLYOl4vzPazMxM8zzPsrKygmkRAABRD7Q7duywoUOHWsuWLe2EE06wJUuW2KmnnmoLFiwIvoUAgLQ6vScj4FtaBtrBgwfb2rVrbfTo0Va+fHk76KCD7KqrrrKRI0cG30IAQFqVjmMB39Kyj/bjjz+26dOn2+GHH24ZGRkWi8WsU6dO9uijjwbfQgAASrCkMtqjjz7apk6d6n5WkNVt3rx5dswxxwTdPgBAmp3eEwv4lpYZ7ZAhQ+z666+3CRMm2M6dO61v3762bt06e/zxx4NvIQAAJVhSgbZRo0Y2Y8YM++CDD2zDhg1Wo0YNa926teurBQAgP7ES0KdabM6jVVDt0KGD+3nz5s0EWQDAPsUiGGiTKm4vX77cDX56++233X2NOD733HNt1apVQbcPAIDoBdphw4ZZs2bNrFWrVu7+q6++am3atLHhw4cH3T4AQBqJRfD0nqQC7aJFi+zaa6/NLhcfeOCB1r17d1u4cGHQ7QMAoERLKtDWq1fPXnvttRzL3njjDU7vAQAUKMbpPYmXjq+77joXXGvXru1midq2bZs9/fTTwbcQAJA2MkrAlInFItD++c9/tnfffddmzZplP/74oxt9rNN7KlasGHwLAQCI4uk9CqrnnXdesK0BAKS1WAkYvBS04l/cBgCgBOPC7wCA0MRKwOClIgu09evXdxcOUMn4uOOOcxcSiKeLv2uZTv0BACAvsQiWjhMOtO+99172YKeZM2emsk0AAEQv0NaqVSvPnwEASFQsghlt9IrlAACEiMFQAIDQxCI4GCqpLdYF3zdu3Bh8awAAaS3GRQUS89xzzzG6GACAVAXaG2+80R5//HHbuXNnMk8HAERUjIsKJGb16tXu/zPPPNM6duxo5cuXz/5d7969g2sdAAAlXFKBVlfrOeqoo9xty5YtwbcKAJCeYsW/T7VYBNp7773X/Z+VlWVbt261KlWq7DVTFAAAuZWEwUtBS6q4/dNPP9lNN91kjRo1spNPPtkaNmxoffv2tc2bNwffQgAAohZoBw0a5OY2njRpks2dO9ed7rN79263HACA/MQYDJWYr776yt54443sqRirVq1qd9xxh51//vlBtw8AgBItqUOB5s2b29tvv51j2VtvveXKyAAAFNcJK5YuXWqdO3e2Zs2a2ZgxY1x1tiD6/fDhw13ca9q0qQ0cONB27dqV+kC7adMme+CBB6xNmzZ2ySWX2GmnnWYPPfSQ67u94oor3A0AgOJUOs7MzLRevXpZgwYNbMqUKbZixQqbOnVqgc9R9XbVqlX22muv2UsvvWTLli2zcePGWcpLx926dUvmaQAAFJnZs2fbjh073Hgizf/Qr18/GzFihMtw8/Pf//7XzjrrrOyu0tNPP92WL1+e+kDbqVOnZJ4GAIi4WBGe3rN48WJr3Lhx9iRL9erVc1ltQerWrWvTpk1zwVaDftVNetVVVxXqdYv/cC0AAPZRElamGn/Tsty0vHbt2tn3Nf9DRkaGbdu2Ld91d+nSxU03rDFIbdu2dZltYZNNAi0AoEQPhho3bpw1adIkxy2vftRSpUpZ2bJlcywrV65cgYObXnjhBatUqZJ98MEHNmvWLNuzZ4/dd999hdpmrkcLAAhPRvD5Xc+ePa1Hjx45luUOqFK5cmU3mCmestUyZcrku+7p06fbzTffbDVr1nT3+/fvb5dffrkbfZwoAi0AoEQrW7ZsnoE1N81iqImWfGvWrHElZgXg/Giq4fhZD3XWjbLawiDQAgBCEyvCefF17qz6aXVqj0Yaq7zcsmVLV1Levn27VahQwf0cT+fOPvXUU27577//7n5WX21hEGgBAJFQunRpGzVqlCv/qp9VA6HGjx+fHYRff/11q1+/fo7naB5/Bef777/flZlbtWrlZkIs1OsGuhUAABQgVsRzE7dr185mzJhhCxcudKf66OpzsmTJkjwfr4FQhR38lBuBFgAQqcvkVatWzVq3bh3a63F6DwAAKURGCwAIT0b08rvobTEAACEiowUARKqPNmwEWgBAaGKx6BVSo7fFAACEiIwWABCejOiVjsloAQBIITJaAEBkZoYqCgRaAEBoYpSOAQBAkMhoAQDhiUUvv4veFgMAECIyWgBAaGIR7KMl0AIAwpMRvUJq9LYYAIAQkdECAEITi0WvdExGCwBACpHRAgDCkxG9/I5ACwAITSyCo46jd2gBAECIyGgBAOGJRS+/i94WAwAQIjJaAEB4MqLXR0ugBQCEJkbpGAAApFVGe8LCyUXdhLQ3v8FFRd2ESLj37CeLugmRcOgRK4u6Cenv0mNTt+4MSscAAKRMLIITVkRviwEACBEZLQAgPLHolY7JaAEASCEyWgBAeDKil98RaAEA4YlROgYAAAEiowUAhCYWwdJx9LYYAIAQkdECAMITi15+R6AFAIQng8FQAAAgQGS0AIDQxCJYOo7eFgMAECIyWgBAeDKi10dLoAUAhCcWvUJq9LYYAIAQkdECAMITi17pmIwWAIAUIqMFAIQnI3r5HYEWABCeWPQCbfS2GACAEJHRAgDCk8FgKAAAECAyWgBAeGLRy+8ItACA8MQoHQMAgACR0QIAwpMRvfwuelsMAECIyGgBAOGJRa+PlkALAAhPLHqF1OhtMQAAISKjBQCEJyN6+V30thgAgBARaAEA4Q6GigV8K4SlS5da586drVmzZjZmzBjzPC+h52VlZdkll1xizzzzTKE3mUALAAh3MFQs4FuCMjMzrVevXtagQQObMmWKrVixwqZOnZrQc1955RX75ZdfrHv37oXeZAItACASZs+ebTt27LBBgwZZnTp1rF+/fjZ58uR9Pm/Dhg320EMP2ZAhQ6xMmTKFfl0CLQAgEqXjxYsXW+PGja18+fLufr169VxWuy/33HOP1axZ09avX29ffvlloTeZQAsAKNEyMzNdphp/07LctLx27drZ92OxmGVkZNi2bdvyXfdXX31l77zzjtWoUcNWr15tAwcOtJEjRxaqfZzeAwAo0af3jBs3zsaOHZtjWe/eva1Pnz45lpUqVcrKli2bY1m5cuVs165dVrly5TzXPXHiRJcF6zUUmC+++GJr06aNXX755Xb00UeHH2h1BJF7IwAA8HkpmIKxZ8+e1qNHjxzL8opFCqbLli3LsWznzp0F9ruqf/bUU091QVYOP/xwq1q1qq1Zsya1gXbTpk32+OOP26pVq2zPnj1umYZIr1y50ubOnZvMKgEASIqCaiJJXsOGDW3SpEnZ9xUslSDml81K9erVbffu3TkCs0rNWp6opHL42267zb3QAQcc4G5nn322C7qXXnppMqsDAERFrOhO79G5s+qn1ak9onJwy5YtXUl5+/bt2YljvPPOO8+Vjz/55BNbu3atjRgxwmWyGkiV0kA7f/58Nzz6mmuucdG9W7dudvfdd9tHH32UzOoAAEi50qVL26hRo+yuu+6yFi1a2MyZM23AgAHZQViTWeR28sknu8fceeedds4559j3339v//jHP7JLyQm9bjKNVcqsoNq+fXtbvny560g+9thjbcmSJcmsDgAQFbGiPdmlXbt2NmPGDFu4cKEb5FSlShW3vKD41aVLF3dLVlKBVtG9f//+roO4bdu2bjor9dE2adIk6YYAANKfVwyuR1utWjVr3bp1aK+XVKA9/fTTbc6cOXbggQe684nefPNNV0Lu2LFj8C0EAKAES/r0nkqVKrn/NWLrggsucD/rxF8AAPIVi16cSGqLNWpr6NChbrTWCSec4DqQVUZesGBB8C0EACBqgXbw4MFumPPo0aPdnJEHHXSQXXXVVYWelgoAEDFFfJm8ElM6/vjjj2369OluhgyVizXMuVOnTvboo48G30IAQPrIoHScEJ2s61/DT0FWt3nz5tkxxxwTdPsAACjRkspodU2+66+/3iZMmOBGG/ft29fWrVvnpmUEAKA4n95TIgJto0aN3Am/s2bNctfn0+WDdE6S+moBAEAAp/coqJ5//vnJPh0AEEUx+mgTopLxxo0bg28NACCtebGMwG/FXVItfO6552zRokXBtwYAgDSTVKC98cYb3cAnDYQCACBhMc6jTcjq1avd/2eeeaab31iTVvh69+4dXOsAACjhkgq0mhXqqKOOcrctW7YE3yoAQFrySkCfarEItPfee2+eywm6AIACxYp/qbdYBNoVK1bYfffdZ6tWrbI9e/a4ZboerUYic2EBAAD+v6Ry+EGDBrlpGJs3b24NGjSwYcOGWbly5dwF4QEAyFcsI/hbMZdUC3VZvGuvvda6du3qZoY67bTTbNSoUdnzHwMAgP0ItBoENWnSJKtXr54bgfzzzz/bIYccYj/88EMyqwMARGiuYy/gW9peVOCWW26xLl26WOfOne3ss892V/Bp27Zt8C0EAKSPWPEv9RaLQNukSRObM2eO+/l///d/XelYk1eccsopQbcPAIBoXlRAGaxPg6IAANgXz4p/qTdo0cvhAQAoCRktAACF5dFHCwBACsWiF2ijt8UAAISIjBYAEBqvBJz3GjQyWgAAUoiMFgAQGi+CfbQEWgBAeGKUjgEAQIDIaAEAofEiWDqO3hYDABAiMloAQGi8CM51TKAFAITGo3QMAACCREYLAAhPLHqlYzJaAABSiIwWABAaL4L5HYEWABAaj9IxAAAIEhktACA0Hqf3AACAIJHRAgBC4zEzFAAAqeNROgYAAEEiowUAhMbj9B4AABAkMloAQGg8BkMBAJA6HoOhAABAkMhoAQCh8SJYOiajBQAghchoAQCh8SLYR0ugBQCExqN0DAAAgkRGCwAIjRfB0nH0thgAgBCR0QIAQuNFsI+2yAPtQW/+s6ibkPbuPfvJom5CJAx65/qibkIkbJm5pKibgP3gcVEBAAAQJAItACA0nhcL/FYYS5cutc6dO1uzZs1szJgx5nlews/dvn27tWrVyn744YdCvSaBFgAQCZmZmdarVy9r0KCBTZkyxVasWGFTp05N+Pn33Xefbdq0qdCvS6AFAITGs4zAb4maPXu27dixwwYNGmR16tSxfv362eTJkxN67rx58+z999+3gw8+uNDbTKAFAIQ66tgL+JaoxYsXW+PGja18+fLufr169VxWm0gmPGzYMBsyZIhVqFCh0NtMoAUAlGiZmZkuU42/aVluWl67du3s+7FYzDIyMmzbtm0Frv+JJ56wP/3pT9a+ffuSeXoPACA6vBScRztu3DgbO3ZsjmW9e/e2Pn365FhWqlQpK1u2bI5l5cqVs127dlnlypXzXLcy3gkTJthrr72WdPsItACAEq1nz57Wo0ePHMtyB1RRMF22bFmOZTt37rQyZcrkuV6NSB46dKj17dvXqlevnnT7KB0DAEp0H23ZsmWtYsWKOW55BdqGDRva/Pnzs++vWbPGlZjzy2bXrVtnX3zxhRtt3LRpU3fTsg4dOtj06dMT3mYyWgBAJKZgbNasmeun1ak9OpdWJeeWLVu6krLOkdVAJ/3sUxY7c+bMHOvo1q2bPfjgg1a/fv2EX5dACwCIhNKlS9uoUaOsf//+LkvVQKjx48dnB+HXX389RwDV4+MHT/nLatSoUajRxwRaAEBovELO5BS0du3a2YwZM2zhwoXuVJ8qVaq45UuWJDaHts6lLSwCLQAgUqpVq2atW7cO7fUItACA0HhcJg8AgNTxIhhoOb0HAIAUIqMFAITGI6MFAABBIqMFAETm9J6iQKAFAIQmi9IxAAAIEhktACA0HhktAAAIEhktACA0HoOhAABIHY/SMQAACBIZLQAgNF4ES8dktAAApBAZLQAgNF4E+2gJtACA0HiUjgEAQJDIaAEAocmy6CGjBQAghchoAQCh8SLYR0ugBQCExovgqGNKxwAApBAZLQAgNF4ES8dktAAApBAZLQAgNF4E+2gJtACA0GR5FjmBlY49z7M9e/YEtToAAKIbaO+8807LzMzMsezTTz+19u3bB9UuAECalo69gG9pGWhfffXVvQJt3bp1be3atUG1CwCA6PXRvv7669ll4unTp1v58uWz7yujPf7441PTSgBAWvAieHpPoQLtlClT3P+xWMwF2lKlSrn7GRkZVqdOHXvwwQdT00oAQFrwIjgYqlCBdvz48e7/4447zp588kmrWLFiqtoFAEB0T+/p2rWrlS1bNvjWAADSWlYJGLxULALtiBEjgm8JAABpiAkrAACh8RgMBQBA6ngMhspf/fr1bd68eW4AlAZDaeRxPJ3io2WLFi1KRTsBAEjvQPvee+9ljzKeOXNmKtsEAEhTHoOh8lerVq08fwYAIFFZESwdcz1aAACK42AozXW8efNm1zcbr2bNmkG0CwCQhjxGHSfmpZdestGjR9sff/yRI9AyGAoAgAAC7cMPP2wDBw60iy++2MqUKZPMKgAAEeRFsI82qUBboUIFO+mkkwiyAIBCyYrgqOOkBkMNGTLEhg4dasuWLQu+RQAARD2jHTVqlG3dutU6dOhglSpVynEVH86xBQDkx6N0nJg+ffq4gU/+QCj/59yzRQEAEHVJBdpBgwbtFWh9HTt2DK51AIC04nF6T2IWL16c/fOuXbtswYIF9sgjj9iVV14ZZNsAAGkmK4Kl4/2eGeqAAw6wpk2b2hNPPGFjx44NplUAAKSJwC6Tp8FRmikKAID8eBHMaJMKtG3bts3RL6u+2o0bN9oVV1wRZNsAAIhmoNX0i/EUdKtXr2516tQJql0AgDTkRXDCiqQCbfPmzYNvCQAg7WVFsHTMZfIAACgJg6EAANgXj4wWAAAEiYwWABAaL4IZLYEWABCarAhOwUjpGACAFCKjBQCExotg6ZiMFgAQGUuXLrXOnTtbs2bNbMyYMdlXoSuI5vHX/BHHH3+83XTTTbZjx45CvSaBFgAQGs8L/paozMxM69WrlzVo0MCmTJliK1assKlTpxb4nGnTptn06dPt6aeftn/961/uOU899VShtplACwAIdWaorIBviZo9e7bLRnVNdU0Z3K9fP5s8eXKBz1m/fr2bdrhRo0Z25JFHWvv27e3bb78t1DbTRwsAKNEyMzPdLV7ZsmXdLfe11Bs3bmzly5d39+vVq+cy1IJcf/31Oe6vWrXKBdzCIKMFAITG82KB38aNG2dNmjTJcdOy3JTN1q5dO8cFcTIyMmzbtm0JtV1BdsaMGda1a9dCbTMZLQCgROvZs6f16NEjx7Lc2ayUKlVqr+XlypWzXbt2WeXKlQt8jaysLBs8eLB16dLFjjnmmEK1j0ALACjRp/eUzaNMnBcF02XLluVYtnPnTitTpsw+n/vYY4+5zPe2224rdPsItACASFwmr2HDhjZp0qTs+2vWrHF9u/vKZt9//3179tlnbeLEidn9u4VBHy0AIBKaNWvm+ml1ao+oH7dly5aupLx9+3bbs2fPXs/RYKn+/fvb0KFDrUaNGi4D/u233wr1ugRaAEAkzqMtXbq0jRo1yu666y5r0aKFzZw50wYMGJAdhDWZRW6vvvqq/frrr3b77bfbiSee6G7nnntuobaZ0jEAIDLatWvnRg4vXLjQnepTpUoVt3zJkiV5Pl4DoHTbHwRaAECk5jquVq2atW7dOrTXI9ACACIxGKqo0EcLAEAKkdECACJVOg4bGS0AAClERgsACE1WlkUOgRYAEBqP0jEAAAgSGS0AIDQeGS0AAAgSGS0AIDRZEcxoCbQAgNB4Kakdx6w4o3QMAEAKkdECAELjRbB0TEYLAEAKkdECAEKTxcxQAACkjkfpGAAABImMFgAQmiwyWgAAkFYZ7T8Of6Com5D2Dj1iZVE3IRK2zFxS1E2IhKrt6hV1E9Lf76l7L3sRzGiLPNACAKLDS0ntmJmhAACILDJaAEBosiJYOiajBQAghchoAQCh8SKY0RJoAQChyYpg7ZjSMQAAKURGCwAIjRe9hJaMFgCAVCKjBQCExotgRkugBQCEJiuCkZbSMQAAKURGCwAIjZdlkZN0Rjt9+nS79dZb7ZJLLrHvvvvObrnlFtuyZUuwrQMAIIqB9qGHHrIHHnjAateubUuWLLGMjP9bzfDhw4NuHwAgjXieF/gtLUvHEydOtOeee87q1atnEyZMsNKlS9ugQYPs3HPPDb6FAIC0kUXpODGVKlWy9evX51i2YcMGO/TQQ4NqFwAAaSGpjPaGG26wm266yc4880zLzMx02e3MmTOtT58+wbcQAJA2vBJQ6i0WgbZjx45Wq1YtmzZtmjVv3tx+++03GzNmjDVt2jT4FgIAELVA+8EHH1iLFi2sWbNmwbcIAJC2sqKX0CbXRzty5Ej76aef7Ouvv7aff/45e/ljjz1mJ510kr399ttBthEAkCa8LC/wW1oG2nPOOccuuOAC10/btm1be+GFF9zyZ555xoYNG2aPP/540O0EAKBEykh2soonnnjCPvroI3vjjTfcObWbN2+2X3/91f7617/aqlWrgm8pAKDE87zgb2kZaMuWLetO59mzZ4/7v1SpUrZt2zZ32s8ff/zhzqsFAABJDoYaNWqU3X777e6m4Nq4cWMbMGCAHXDAAW7WqGOPPTb4lgIASrysEtCnWiwCrcrDs2fPdnMbH3zwwS6L/eyzz+zEE0+0p59+2rp16xZ8SwEAJZ5XEmq9AduvGm/VqlWzS8mnnHKKm7xCFxcAAAD7EWg3bdrkRhZr0JP6af2jlJUrV9rcuXODbiMAIE14zHWcmNtuu80NflKfrG5nn322C7qXXnpp8C0EACBqgXb+/Pnuaj3XXHON7dy50/XJ3n333e50HwAA8pPleYHf0jLQVq9e3QXVRo0a2fLly23Xrl1upLGuTQsAQH48rkebGJ3K079/fzv11FPdzFCdO3d2G9ukSZPgWwgAQAmWVKA9/fTTbc6cOVahQgU37/Gbb77pSsi6qg8AAPnJiuB5tEmVjkUTVWhGqDJlylinTp3s8ssvt4oVK7rfKdvVObYAAERd0oG2IJrMQv22AABEfa5jJiUGAITGo3QMAACCREYLAAhNVkmo9ZaEjDYWi6VitQAAlDgpyWhLwgnEAIDwefTRJuall16yX375Jc/f6XzaadOmWY0aNfa3bQCANAy0XsC3tAy0L774oq1YscLeeuutHNMuDh8+3E4++WSbOXOmZWQwzgoAULwsXbrUzWbYrFkzGzNmTEIV2HfeecfatGljrVq1chM0FVZS0VBTL+qCAi+88IJdeeWVrrHyxhtv2Lhx42z8+PHJrBYAkOayvOBvidI103v16mUNGjSwKVOmuIRx6tSp+wzMmnb4xhtvtH/+85/28MMPu0vCpjzQvv766/byyy/bhAkTXKRXhrt+/Xr7448/rF69erZ27dpkVgsAQMpoMqUdO3a4q8/VqVPH+vXrZ5MnTy7wOZMmTbIWLVpYly5dXHy77LLLXFKZ8sFQhx12mH344YfuWrRfffWV+1+N1xSMu3fvdvcBAMgtFX2qylR1i1e2bFl3i7d48WJr3LixlS9f3t1X4FRWWxA9R1Vcn65a9+ijj6Y+o33ggQfs/ffftwsuuMCeeeYZO+WUU+zqq6+2ww8/3O644w47/vjjk1ktACDNeSm4TJ66LHX1uPibluWmhLB27do5TkXVeKJt27bl214N8I1/jhLKjRs3pj6j1VGAysbxVLM+6qijXN1baTYAAGHo2bOn9ejRI8ey3Nms6EI4uZeXK1fOzc1fuXLlPNed+zn+40M5j1Zp+ubNm7NHbKlc/OOPP9pFF12U7CoBAGkuKwWl47zKxHlRMF22bNleGauuQlfQc+KvRrevxwcWaHUe7ejRo+3333/PsVxp+KJFi5JZJQAAKdWwYUM3uMm3Zs0alzTml836z5k/f74bDCXffvutVa9ePfV9tBrePHDgQPvmm29cR7F/I8gCAMLuo02Uzp1VP626OEX9uC1btnTl4e3bt9uePXv2es5ZZ52VPWeEslmdvqrzaVOe0VaoUMFOOumkQqfPAIBo84pwJqfSpUvbqFGjrH///nbfffe5gVD+vA8Kwjp1tX79+jmec9xxx9kVV1zhJrlQ/+yRRx5p3bp1K9zrJtPYIUOG2NChQ23EiBF2zDHHJLMKAABC165dO5sxY4YtXLjQnepTpUoVtzx+lsPcbr31Vjv//PNtw4YNLiAn0h+834FWRwRbt261Dh06WKVKldxwZ5+mXwQAIC9eMZibuFq1ata6detCPadu3bruloykAq0GQgEAgBQF2ubNmyfzNABAxGVF8DKqKbkeLQAAxbV0HDauZQcAQHHIaDXked68eW7gk4Y7a3KKeDqXiQkrAAAF8Sgd5++9997LHl3MyGIAAAIOtLVq1crzZwAAinKu4+KOwVAAgNB4EQy0DIYCAKA4ZLR5DYDKC4OhAAD58RgMlb/4AVCaeHnWrFnWu3dvq1Onjq1bt87Gjh3rrmoPAAD2czDUiy++aBMnTrQjjjjC3T/qqKNcwNUVDQYMGJDoKgEAEeNlZVnUJDUY6qCDDrLPPvssO9DKF1984S4hBABAfrIiOBgqqUA7aNAg69evnz3//PNWs2ZN27hxo61cudIeeOCB4FsIAEDUAm2bNm3cBBZz5sxxQfaQQw5xV5yvXr168C0EAKQNj8FQiVNw7dixY7CtAQAgzTBhBQAgNB59tAAApI5HoE1+wgqu3gMAQEATVgAAkIwsj/No88UVewAAKDz6aAEAofHoowUAIHW8CAZaLpMHAEAKkdECAELjMTNU/urXr2/z5s2zihUr5nmqD6f3AACwH4FWcxsryAqn+gAAkpHFZfISO72HU30AAMnwGAwFAACKfDDUunXr8v2drk8LAEBePGaGSkzbtm3dwCd/9Fj8wCgGQwEAsJ+BdvHixdk/79q1yxYsWGCPPPKIXXnllcmsDgAQER59tIV3wAEHWNOmTe2JJ56wsWPHBtMqAEDaBlov4FtkBkNt3brVNm/eHNTqAABIC/vVRxt/XtSmTZvsiiuuCLJtAIA0k8VgqMSMHj3a/b9nzx6XyVarVs0OO+wwq1OnTtDtAwAgeoG2bt26NnLkSDdblIJtqVKlrHXr1jZs2DAXcAEAyItXAvpUi0Uf7aBBg9xo4wkTJtjcuXNt0qRJbvngwYODbh8AII14WVmB39Iyo/38889t+vTpVrt2bXe/atWqLvh26NAh6PYBABC9jPbUU0+1N998M8eyd955x1q0aBFUuwAAaciL4Ok9CWe03bt3zx5pnJmZae+++669/PLLbsrFjRs3umkZGzVqlMq2AgBQ4iQcaC+88MIc97t27ZqK9gAA0pjH6T3569SpU2pbAgBIe1kloNQbNC6TBwBAcRt1DABAMrwScDpO0MhoAQBIITJaAEBovAj20RJoAQCh8SI46pjSMQAAKURGCwAIjUfpGACA1PEYdQwAAIIU8zwvenk8AAAhIaMFACCFCLQAAKQQgRYAgBQi0AIAkEIEWgAAUohACwBAChFoAQBIIQItAAApRKAFACCFCLSF8MMPP1i9evWKuhlA4Erqe3vq1KnWvXv3wLc5kf2R12NK6n5EahFoC6FmzZo2b968om4GEOp7W4FMAS3dpOLzzHcE8kKgLYSMjAyrVKlSUTcDCFwU39up2OYo7kfsW+QCrY7ML7roIrvhhhusSZMmds0119jGjRvd7wYOHGiPPPKIvfHGG3bWWWfZyy+/nFBZ6Ntvv7WuXbvaX/7yF7vkkkts2bJl2b/773//a126dHGv1bt3b/vll18sir744gvr2LGjNW7c2O3/5cuX73OfF7Tv3nvvPff4E044wa688krbsGGDRd1nn31mbdu2zbFM71e957V85syZ1qZNG2vevLm9+OKL+3xvDxs2zC37/PPPbdCgQe5nLStufv/9d7v55pvd5++6666zzZs357svtJ37U+b94IMP7IwzzrAWLVrY66+/vtfv81qn35b89v/ixYvtvPPOc8vvueceO/vss238+PH7bEtBn4FPPvnEvWarVq1szJgxdtppp7nXF7X7zDPPdNvw4IMPGteVSb3IBVr55ptv3IdSb7iyZcva8OHDs3/30Ucf2UsvvWS33367tWvXbp/r0pf/tdde697I77zzjjVs2NAGDBjgfrd9+3b3wT/11FNt2rRptmPHDhs9erRFTVZWlt1yyy3uC0pfDs2aNXMf/oL2eUH7btu2bXbrrbdaz5497d///rcdcsgh9vjjjxfZ9pUEP//8sz311FP25JNPuqCkfbl79+4CnzN48GBXBj3xxBNdgNXPWlbcfPXVVy646X2ijHLkyJEpeZ2ffvrJve/0vpw4caLNmjUrkP1/55132rnnnmsvvPCCTZ482e6++27r0KFDgesr6DOgwHnbbbe517n//vvtlVdeseeee84FVv0NhwwZ4g5wn3/+eXvttdfcfkNqRfLC7zVq1HAfllgsZn369HEZ1h9//OF+t3r1avfGPeiggxJalz5sKhXdeOON7r4yr7lz52b/rkyZMm6ZXuvqq692wSSK9IGuXLmyO3pXEF21alX27/La5wXtuwMPPNBlFnq8Dpp+/fVXl8Ugf9pH+kI/5phj7Mgjj7S77rrLBY5atWrl+5wDDjjA3UqXLm3ly5cvtiXRatWquQqVgqzeL6oq6Ra0OXPmWO3ate3iiy929/Xdcf311+/3/l+0aJHde++9dtRRR7nf//jjj66KU5CCPgNbtmxxVbr27du7RKJixYq2detWt35Vjk4//fTsbP+CCy6w999/3/2P1IlsoNWXt1SvXt327Nnj3oii8maiQVb0odCHz6dgoje4rF+/3r3plcH5md3OnTvdkWy5cuUsKvQFqCNqHa0fccQRdvjhh7t94ctrnxe07/S3+9vf/ua+II4++mirUKFCjvXh//z222853pfHHXec+1lfvpIuJUMFK73H/MFIOmhWBpnfvkjWpk2b3HvXp/dyogra/3Xq1LH58+dblSpV7LvvvrO6devuc316bn6fgYMPPti9ntap7zpV3RTc/c+VStlNmzbNLrszSjr1Ihlo161b596o+sJWoNQRu97k/pFiYeiDt3bt2uz7Cgbqr3322Wfdm7xBgwb20EMPud/pNVUC1etFiT7YCrJvvfWWK3F9+OGHtnDhwuzf57XPC9p3OirXl4i+ZPQFo7KzyvZRp/dz/AFH/D5WVrM/6y3OQVl9k/7nWZlcqVKl7NBDD813XySratWq2eM5RN8dicpv/6vdCqyjRo2yoUOH2mWXXZYdkAvy5ptv5vsZUOJQv359l23roENdWWq7/7nS99NVV13l7uv3HKSmXiT7aPVhGTdunK1Zs8bGjh3r+gX14UxG69atXX+J1qejRfWT6I2uD7p+pw+jBvWoBPfuu++6/tzi/KWVCjr4EJWMNShKZbJ97YOC9p3Wp/+13xW0tc+jtk/zouqMsi4d+CmDe/jhhwNZrzKuTz/91H1uPv74Y/f+Lk70Pnn66afdQCR9njVeIhX7QgOLVq5c6bpB1N2hQXz7S+v7z3/+4/pRZ8yY4QadJaKgz4D+Vspip0yZ4rpg/KDqV48UnFW21kGrDmT//ve/7/d2oGCRDLQapacv8PPPP9+VTnQkmSyVPPUh15v3nHPOsa+//tp92HV0rT6txx57zGW36hfREac+EFHLaE855RT3JXXhhRe6fir1celLWx/2/BS07zp16uTKhSrRP/roo+4IfcWKFfsc3JPuVB684oor7NJLL7Vu3bq5n4Og/k8dlKpfTwMHi1sGpAGIOoDTACIFVb3HUrEvlA0+8MAD7vOtdWqQ2P5Sv6mqPDpXWQf8jRo1Smhkd0GfAbVL/bVqoz53uq/HiErG6lvWYCl9X+n7L34wKFIj5kUsFdCpDjoiTWT4PACk0qRJk9xBpErHqtwsWbLElXxVOUi23K8MVeX0vn37ugGFynBHjBjhunBQNKKVWgFAMXLSSSe5/ladR6tsVIO5+vfv77pZ1H2SX4XIH7uQF2XGGtWs83GVsSprLo7nP0dJ5DJaACjuNEhJYz7yolOtVG5GyUGgBQAghSI5GAoAgLAQaAEASCECLQAAKUSgBQAghQi0AACkEIEWAIAUItACAJBCBFoAACx1/h+O7xKBfQCIGgAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 10
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-18T08:38:53.516693Z",
     "start_time": "2025-08-18T08:38:53.351180Z"
    }
   },
   "cell_type": "code",
   "source": [
    "'''\n",
    "问题编号: A2\n",
    "问题: 全国房价总体分布是怎样的？是否存在极端值？\n",
    "分析主题: 描述性统计\n",
    "分析目标: 概览数值型字段的分布特征\n",
    "分组字段: 无\n",
    "指标/方法: 平均数/中位数/四分位数/标准差\n",
    "'''\n",
    "df.describe()\n",
    "# 房价分布直方图\n",
    "plt.subplot(111)\n",
    "plt.hist(df['price'],bins=10)\n",
    "df.head()\n",
    "sns.histplot(data=df,x='price',bins=10,kde=True)"
   ],
   "id": "661198d86f959e82",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='price', ylabel='Count'>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 11
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-18T08:40:05.049302Z",
     "start_time": "2025-08-18T08:40:04.866630Z"
    }
   },
   "cell_type": "code",
   "source": [
    "'''\n",
    "问题编号: A3\n",
    "问题: 哪些城市房价最高？直辖市与非直辖市差异如何？\n",
    "分析主题: 城市对比\n",
    "分析目标: 比较不同城市房价水平\n",
    "分组字段: city\n",
    "指标/方法: 均价/单价中位数/箱线图\n",
    "'''\n",
    "# 按城市统计\n",
    "city_stats = df.groupby('city').agg({\n",
    "    'price': ['mean', 'median', 'count'],\n",
    "    'unit': ['mean', 'median']\n",
    "})\n",
    "print(\"\\n各城市房价统计:\")\n",
    "display(city_stats.sort_values(('unit', 'mean'), ascending=False).head(10))\n",
    "\n",
    "# 可视化前10城市\n",
    "top_cities = city_stats.sort_values(('unit', 'mean'), ascending=False).head(10).index\n",
    "df_top = df[df['city'].isin(top_cities)]\n",
    "\n",
    "plt.figure(figsize=(12, 6))\n",
    "sns.boxplot(x='city', y='price', data=df_top, order=top_cities)\n",
    "plt.title('TOP10城市房价分布对比', fontsize=14)\n",
    "plt.xlabel('城市')\n",
    "plt.ylabel('价格(元)')\n",
    "plt.xticks(rotation=45)\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "id": "c7568c9a09ebdcda",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "各城市房价统计:\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "           price                        unit         \n",
       "            mean  median count          mean   median\n",
       "city                                                 \n",
       "深圳    250.769231  266.00    13  47923.307692  42190.0\n",
       "桐庐    190.124600  201.85    50  28016.580000  25556.5\n",
       "淳安    206.106667  208.00    45  27942.377778  29563.0\n",
       "上海    184.794444  207.00    54  27447.703704  27319.5\n",
       "蓟州    190.321944  178.50    72  25995.027778  22035.5\n",
       "杭州    191.910000  200.00    40  25972.125000  23239.5\n",
       "厦门    201.264706  209.00    17  25074.705882  26018.0\n",
       "福州    189.452174  191.00    46  24693.673913  22180.5\n",
       "建德    171.941190  157.00    42  24198.714286  24398.0\n",
       "苏州    210.793056  212.50    72  24088.111111  22797.5"
      ],
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       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"3\" halign=\"left\">price</th>\n",
       "      <th colspan=\"2\" halign=\"left\">unit</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>median</th>\n",
       "      <th>count</th>\n",
       "      <th>mean</th>\n",
       "      <th>median</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>city</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>深圳</th>\n",
       "      <td>250.769231</td>\n",
       "      <td>266.00</td>\n",
       "      <td>13</td>\n",
       "      <td>47923.307692</td>\n",
       "      <td>42190.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>桐庐</th>\n",
       "      <td>190.124600</td>\n",
       "      <td>201.85</td>\n",
       "      <td>50</td>\n",
       "      <td>28016.580000</td>\n",
       "      <td>25556.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>淳安</th>\n",
       "      <td>206.106667</td>\n",
       "      <td>208.00</td>\n",
       "      <td>45</td>\n",
       "      <td>27942.377778</td>\n",
       "      <td>29563.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>上海</th>\n",
       "      <td>184.794444</td>\n",
       "      <td>207.00</td>\n",
       "      <td>54</td>\n",
       "      <td>27447.703704</td>\n",
       "      <td>27319.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>蓟州</th>\n",
       "      <td>190.321944</td>\n",
       "      <td>178.50</td>\n",
       "      <td>72</td>\n",
       "      <td>25995.027778</td>\n",
       "      <td>22035.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>杭州</th>\n",
       "      <td>191.910000</td>\n",
       "      <td>200.00</td>\n",
       "      <td>40</td>\n",
       "      <td>25972.125000</td>\n",
       "      <td>23239.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>厦门</th>\n",
       "      <td>201.264706</td>\n",
       "      <td>209.00</td>\n",
       "      <td>17</td>\n",
       "      <td>25074.705882</td>\n",
       "      <td>26018.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>福州</th>\n",
       "      <td>189.452174</td>\n",
       "      <td>191.00</td>\n",
       "      <td>46</td>\n",
       "      <td>24693.673913</td>\n",
       "      <td>22180.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>建德</th>\n",
       "      <td>171.941190</td>\n",
       "      <td>157.00</td>\n",
       "      <td>42</td>\n",
       "      <td>24198.714286</td>\n",
       "      <td>24398.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>苏州</th>\n",
       "      <td>210.793056</td>\n",
       "      <td>212.50</td>\n",
       "      <td>72</td>\n",
       "      <td>24088.111111</td>\n",
       "      <td>22797.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 12
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-18T08:40:25.037287Z",
     "start_time": "2025-08-18T08:40:24.258433Z"
    }
   },
   "cell_type": "code",
   "source": [
    "'''\n",
    "问题编号: A4\n",
    "问题: 高价房在面积、楼层等方面有什么特征？\n",
    "分析主题: 价格分层\n",
    "分析目标: 识别不同价位房屋特征差异\n",
    "分组字段: 价格分段(低中高)\n",
    "指标/方法: 列联表/卡方检验\n",
    "'''\n",
    "\"\"\"A4 价格分层特征差异分析\"\"\"\n",
    "print(\"\\n=== A4 价格分层特征差异 ===\")\n",
    "\n",
    "# 按价格分段分析特征\n",
    "price_group = df.groupby('price_labels').agg({\n",
    "    'area': ['mean', 'median'],\n",
    "    'building_age': 'mean',\n",
    "    'unit': 'median',\n",
    "    'zxs': 'mean'  # 直辖市占比\n",
    "})\n",
    "\n",
    "print(\"\\n各价格层级特征对比:\")\n",
    "display(price_group)\n",
    "\n",
    "# 可视化\n",
    "plt.figure(figsize=(14, 5))\n",
    "\n",
    "plt.subplot(131)\n",
    "sns.barplot(x='price_labels', y='area', data=df, estimator=np.median)\n",
    "plt.title('不同价格层级面积对比')\n",
    "plt.ylabel('面积(㎡)')\n",
    "\n",
    "plt.subplot(132)\n",
    "sns.boxplot(x='price_labels', y='building_age', data=df)\n",
    "plt.title('不同价格层级楼龄分布')\n",
    "plt.ylabel('楼龄(年)')\n",
    "\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "id": "c53826f79381a85f",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "=== A4 价格分层特征差异 ===\n",
      "\n",
      "各价格层级特征对比:\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\49247\\AppData\\Local\\Temp\\ipykernel_22648\\2951655543.py:13: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  price_group = df.groupby('price_labels').agg({\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "                    area         building_age     unit       zxs\n",
       "                    mean  median         mean   median      mean\n",
       "price_labels                                                    \n",
       "低价             87.268551   89.00    11.443039   7059.0  0.005560\n",
       "中价            106.224389  102.00    11.796632  10909.0  0.007656\n",
       "高价            120.495043  118.51    12.796065  15979.5  0.012716\n",
       "豪华            135.724985  134.00    13.277942  19915.0  0.024246"
      ],
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe thead tr:last-of-type th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"2\" halign=\"left\">area</th>\n",
       "      <th>building_age</th>\n",
       "      <th>unit</th>\n",
       "      <th>zxs</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>median</th>\n",
       "      <th>mean</th>\n",
       "      <th>median</th>\n",
       "      <th>mean</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>price_labels</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>低价</th>\n",
       "      <td>87.268551</td>\n",
       "      <td>89.00</td>\n",
       "      <td>11.443039</td>\n",
       "      <td>7059.0</td>\n",
       "      <td>0.005560</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>中价</th>\n",
       "      <td>106.224389</td>\n",
       "      <td>102.00</td>\n",
       "      <td>11.796632</td>\n",
       "      <td>10909.0</td>\n",
       "      <td>0.007656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>高价</th>\n",
       "      <td>120.495043</td>\n",
       "      <td>118.51</td>\n",
       "      <td>12.796065</td>\n",
       "      <td>15979.5</td>\n",
       "      <td>0.012716</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>豪华</th>\n",
       "      <td>135.724985</td>\n",
       "      <td>134.00</td>\n",
       "      <td>13.277942</td>\n",
       "      <td>19915.0</td>\n",
       "      <td>0.024246</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x500 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 13
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-18T08:43:24.761096Z",
     "start_time": "2025-08-18T08:43:22.648575Z"
    }
   },
   "cell_type": "code",
   "source": [
    "'''\n",
    "问题编号: A5\n",
    "问题: 哪种户型最受欢迎？三室比两室贵多少？\n",
    "分析主题: 户型分析\n",
    "分析目标: 分析不同户型的市场表现\n",
    "分组字段: rooms\n",
    "指标/方法: 占比/平均单价/溢价率\n",
    "'''\n",
    "\"\"\"A5 户型市场表现分析\"\"\"\n",
    "print(\"\\n=== A5 户型分析 ===\")\n",
    "\n",
    "# 提取房间数（示例：\"3室2厅\" -> 3）\n",
    "df['room_count'] = df['rooms'].str.extract('(\\d+)室').astype(float)\n",
    "\n",
    "# 按户型统计\n",
    "room_stats = df.groupby('room_count').agg({\n",
    "    'price': ['mean', 'median'],\n",
    "    'unit': 'median',\n",
    "    'area': 'median',\n",
    "    'city': 'nunique'\n",
    "}).sort_values(('price', 'mean'))\n",
    "\n",
    "print(\"\\n各户型市场表现:\")\n",
    "display(room_stats)\n",
    "\n",
    "# 可视化\n",
    "plt.figure(figsize=(14, 5))\n",
    "\n",
    "plt.subplot(131)\n",
    "sns.boxplot(x='room_count', y='price', data=df)\n",
    "plt.title('不同户型总价分布')\n",
    "plt.xlabel('房间数')\n",
    "\n",
    "plt.subplot(132)\n",
    "sns.scatterplot(x='area', y='price', hue='room_count', data=df, palette='viridis')\n",
    "plt.title('面积-价格-户型关系')\n",
    "\n",
    "plt.subplot(133)\n",
    "sns.barplot(x='room_count', y='unit', data=df, estimator=np.median)\n",
    "plt.title('不同户型单价对比')\n",
    "plt.xlabel('房间数')\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "id": "5740c32fa933b1a5",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "=== A5 户型分析 ===\n",
      "\n",
      "各户型市场表现:\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<>:13: SyntaxWarning: invalid escape sequence '\\d'\n",
      "<>:13: SyntaxWarning: invalid escape sequence '\\d'\n",
      "C:\\Users\\49247\\AppData\\Local\\Temp\\ipykernel_22648\\3224845251.py:13: SyntaxWarning: invalid escape sequence '\\d'\n",
      "  df['room_count'] = df['rooms'].str.extract('(\\d+)室').astype(float)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "                 price            unit     area    city\n",
       "                  mean median   median   median nunique\n",
       "room_count                                             \n",
       "1.0          61.327938   50.0  10779.0   46.000     303\n",
       "0.0          69.384615   55.0  10000.0   79.000       8\n",
       "2.0         102.952484   93.8  11504.0   84.000     359\n",
       "3.0         123.399640  108.0   9818.0  110.000     366\n",
       "4.0         152.806253  139.8   9859.0  140.000     341\n",
       "8.0         160.000000  126.5   5043.0  281.500       5\n",
       "7.0         163.500000  145.5   5580.0  273.000       7\n",
       "5.0         167.835338  157.0   8696.0  187.390     139\n",
       "9.0         182.250000  171.5   5141.5  394.375       4\n",
       "6.0         195.852703  188.0   8504.5  221.000      55"
      ],
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th colspan=\"2\" halign=\"left\">price</th>\n",
       "      <th>unit</th>\n",
       "      <th>area</th>\n",
       "      <th>city</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th>mean</th>\n",
       "      <th>median</th>\n",
       "      <th>median</th>\n",
       "      <th>median</th>\n",
       "      <th>nunique</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>room_count</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1.0</th>\n",
       "      <td>61.327938</td>\n",
       "      <td>50.0</td>\n",
       "      <td>10779.0</td>\n",
       "      <td>46.000</td>\n",
       "      <td>303</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0.0</th>\n",
       "      <td>69.384615</td>\n",
       "      <td>55.0</td>\n",
       "      <td>10000.0</td>\n",
       "      <td>79.000</td>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.0</th>\n",
       "      <td>102.952484</td>\n",
       "      <td>93.8</td>\n",
       "      <td>11504.0</td>\n",
       "      <td>84.000</td>\n",
       "      <td>359</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.0</th>\n",
       "      <td>123.399640</td>\n",
       "      <td>108.0</td>\n",
       "      <td>9818.0</td>\n",
       "      <td>110.000</td>\n",
       "      <td>366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.0</th>\n",
       "      <td>152.806253</td>\n",
       "      <td>139.8</td>\n",
       "      <td>9859.0</td>\n",
       "      <td>140.000</td>\n",
       "      <td>341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8.0</th>\n",
       "      <td>160.000000</td>\n",
       "      <td>126.5</td>\n",
       "      <td>5043.0</td>\n",
       "      <td>281.500</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7.0</th>\n",
       "      <td>163.500000</td>\n",
       "      <td>145.5</td>\n",
       "      <td>5580.0</td>\n",
       "      <td>273.000</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.0</th>\n",
       "      <td>167.835338</td>\n",
       "      <td>157.0</td>\n",
       "      <td>8696.0</td>\n",
       "      <td>187.390</td>\n",
       "      <td>139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9.0</th>\n",
       "      <td>182.250000</td>\n",
       "      <td>171.5</td>\n",
       "      <td>5141.5</td>\n",
       "      <td>394.375</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.0</th>\n",
       "      <td>195.852703</td>\n",
       "      <td>188.0</td>\n",
       "      <td>8504.5</td>\n",
       "      <td>221.000</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x500 with 3 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 14
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-08-18T08:44:03.351271Z",
     "start_time": "2025-08-18T08:44:03.157295Z"
    }
   },
   "cell_type": "code",
   "source": [
    "'''\n",
    "问题编号: A6\n",
    "问题: 南北向是否真比单一朝向贵？贵多少？\n",
    "分析主题: 朝向溢价\n",
    "分析目标: 评估不同朝向的价格差异\n",
    "分组字段: toward\n",
    "指标/方法: 方差分析/多重比较\n",
    "'''\n",
    "df['toward'].value_counts()\n",
    "df.groupby('toward').agg({\n",
    "    'price':['mean','median'],\n",
    "    'unit':'median',\n",
    "    'building_age':'mean',\n",
    "})\n",
    "# 数据可视化\n",
    "plt.figure(figsize=(14, 5))\n",
    "sns.boxplot(x='toward', y='price', data=df)\n",
    "plt.tight_layout()"
   ],
   "id": "7e75c1c90d4362f2",
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\49247\\AppData\\Local\\Temp\\ipykernel_22648\\397367962.py:10: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n",
      "  df.groupby('toward').agg({\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x500 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 15
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
